Hyperproductivity: The Next Stage of AI?

Source: Second Thoughts
by Steve Newman

“Recently, I’ve been hearing of a new phenomenon: teams reportedly using agentic AI tools to ‘enter takeoff’ – achieving astounding feats of productivity that escalate each week, with no limit in sight. … The classic scenario for AI ascending to superintelligence involves ‘recursive self-improvement,’ where an AI builds a smarter AI, which builds an even smarter AI, and so on. These stories of teams entering takeoff are not quite that, because there is still a human in the loop, but they have a similar flavor. If the singularity ever arrives, the early stages might look just like this.” (11/20/25)

https://secondthoughts.ai/p/hyperproductivity